{"id":"W1558325807","doi":"","title":"Paving the Way: Recruiting Students into the Transportation Professions","year":2009,"lang":"en","type":"article","venue":"PDXScholar  (Portland State University)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, Irvine; University of California, Los Angeles; College of Engineering, Michigan State University; York University; University of Oregon; University of Southern Maine; Morgan State University; Iowa State University; Ball State University; University of Cincinnati; Wayne State University; Eastern Washington University; University of Illinois at Urbana-Champaign; Michigan State University; Auburn University; Clemson University; University of Louisville; Georgia Institute of Technology; San Diego State University; San José State University; Harvard University; Jackson State University; Portland State University; Virginia Commonwealth University; Arizona State University; University of Wisconsin-Madison; City University of New York; Massachusetts Institute of Technology; University of Wisconsin-Milwaukee; Florida State University; Cleveland State University; Ohio State University; Eastern Michigan University; University of Southern California","keywords":"Economic shortage; Transportation planning; Engineering; Urban planning; Engineering education; Transport engineering; Civil engineering; Public relations; Engineering management; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007097769,0.0002739052,0.0002780204,0.0009902838,0.003848709,0.004009842,0.001005039,0.001702154,0.01019188],"category_scores_gemma":[0.0202985,0.0004493959,0.0002120812,0.001753063,0.0008207627,0.003303477,0.00288376,0.001848703,0.002896824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001037712,"about_ca_system_score_gemma":0.009982807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003750823,"about_ca_topic_score_gemma":0.009123723,"domain_scores_codex":[0.9971702,0.001218221,0.0001631501,0.0002105757,0.0005234258,0.0007146124],"domain_scores_gemma":[0.9896566,0.001699784,0.0007432559,0.0003267824,0.001343201,0.006230504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001262746,0.002039134,0.3909431,0.0003972834,0.00001077475,0.0007153393,0.02015317,0.0002703714,0.002822067,0.003790726,0.06846061,0.5102712],"study_design_scores_gemma":[0.0001751171,0.002149479,0.5517445,0.001253087,0.00004256331,0.001360868,0.2577815,0.002121003,0.003287137,0.007709778,0.1722469,0.0001279884],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9363313,0.0007315094,0.003003284,0.04101476,0.0006273183,0.0007033736,0.0001636631,0.0001056434,0.01731909],"genre_scores_gemma":[0.9492519,0.002810158,0.01454317,0.01731526,0.000414245,0.0006476628,0.0005893544,0.00004093504,0.01438736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01019188,"threshold_uncertainty_score":0.03753704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007734518073067136,"score_gpt":0.2141531127543269,"score_spread":0.2064185946812598,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}